Emergent Non-Classical Probabilistic Structure in Large Language Models Under Contextual Modulations
Scientific Reports
https://doi.org/10.1038/s41598-026-65824-7Research output
Publications
The CPCSci publication record spans complex systems, cognitive neuroscience, consciousness and perception, machine intelligence and wellbeing technology.
Publication landscape
A connected programme of theory, experiment and computation
CPCSci publications develop formal models, analyse physiological and behavioural data, and test interdisciplinary ideas in peer-reviewed venues.
Recent work is organised here by publication status and scholarly form. Journal papers and chapters include direct DOI links. Preprints link to their persistent DOI records when available; manuscripts still under review are identified clearly and are not assigned provisional links.
Peer reviewed
Recent interdisciplinary publications
Journal articles spanning contextual inference, collective dynamics, cognitive neuroscience, contemplative science and topological methods.
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Topological Flux on a Context Manifold Generates Nonreciprocal Collective Dynamics
Physical Review E 113, 065401
https://doi.org/10.1103/kn6c-nb4lDecoding Cognitive Load Changes Induced by Mantra Meditation from Physiological Signals Using Deep Neural Networks
IEEE Sensors Journal 26(1), 1088–1102
https://doi.org/10.1109/JSEN.2025.3628683Collective Motion from Quantum-Inspired Dynamics in Visual Perception
Proceedings of the Royal Society A 481, 20250489
https://doi.org/10.1098/rspa.2025.0489Self-Reflection, Sense of Agency, and Underlying Neural Correlates: A Pilot Study
PLOS ONE 20(12), e0335276
https://doi.org/10.1371/journal.pone.0335276Non-local Interaction in Discrete Ricci Curvature-Induced Biological Aggregation
Royal Society Open Science 11, 240794
https://doi.org/10.1098/rsos.240794Characterizing EEG Signals of Meditative States Using Persistent Homology and Hodge Spectral Entropy
Biomedical Signal Processing and Control 89, 105779
https://doi.org/10.1016/j.bspc.2023.105779Research in progress
Preprints and manuscripts
Current investigations are presented with their publication status; DOI links are supplied where a citable preprint record exists.
Lindblad-Inspired Multi-Timescale Reservoir Computing with Separable Rotation and Dissipation
arXiv:2608.04028 · under review
https://doi.org/10.48550/arXiv.2608.04028Self-Healing Coordination in Cognitive Swarm Agents with Bloch-Type Perceptual Memory
arXiv:2607.11960 · under review
https://doi.org/10.48550/arXiv.2607.11960A Formal Framework for Phenomenal Unity, Contextual Experience, and Intersubjective Coherence
Manuscript · PhilPapers record
Public manuscript record ↗Non-Markovian Collective Motion from Self-Regulated Perceptual Dynamics
arXiv:2510.23688 · revised 2026
https://doi.org/10.48550/arXiv.2510.23688Topological and Graph-Theoretic Analysis of EEG Dynamics in Mind-Wandering and Focused Attention
Manuscript
Neural and Affective Markers of Kirtan Meditation: Persistent Homology of Multivariate EEG in Real and Immersive Environments
Manuscript under review
Multimodal Odor Perception Prediction Using Olfactory EEG and Physicochemical Features of Odorants
ChemRxiv · under review
https://doi.org/10.26434/chemrxiv-2025-fbmlfEdited volumes
Book chapters
Long-form contributions connecting cognitive biomarkers, meditation, wellbeing and Indian models of perception.
Nonlinear EEG Marker of Mind Wandering During Mantra Meditation Among Novice Meditators
Springer · Cognitive Biomarkers and BCI Applications
https://doi.org/10.1007/978-3-032-20634-3_10A Case Study on Yogic Perception: Insights From EEG Data Analysis
Springer · Cognitive Biomarkers and BCI Applications
https://doi.org/10.1007/978-3-032-20634-3_12Neuroscience of Meditation for Holistic Well-Being
Academic Press · Biological Measures of Well-Being
https://doi.org/10.1016/B978-0-443-28842-5.00001-6